What exactly is AiVIS Cite Ledger?

AiVIS Cite Ledger is an evidence-backed AI citation audit and remediation system. It measures how AI models, ChatGPT, Perplexity, Claude, and Google AI, interpret, trust, and cite your web content. The result is a 0–100 CITE LEDGER score across seven weighted dimensions, with BRAG evidence-linked findings and prioritized fixes.

How is this different from Semrush, Ahrefs, or Clearscope?

Traditional SEO tools optimize for keyword ranking in traditional search results. AiVIS Cite Ledger audits citation readiness, the specific signals that determine whether AI answer engines retrieve and cite your content. A page can rank #1 on Google and be completely invisible to AI answer synthesis.

What is BRAG and how does it make findings trustworthy?

BRAG stands for Based-Retrieval-Auditable-Grading. It ties every audit finding to a real, traceable element on your page, a specific heading, schema block, meta tag, or content section, each carrying a unique evidence ID. You can open the element, verify the finding, and recheck it after a fix. No black boxes.

Is the free tier genuinely useful, or just a teaser?

The Observer (free) plan gives you a full composite CITE LEDGER score and all seven dimension letter grades, so you can see exactly where you stand and which categories are hurting you. BRAG evidence IDs and prioritized fix packs require a paid plan. Three audits per month, no credit card.

Internal Link Architecture for AI Discovery | AiVIS Cite Ledger

AI crawlers navigate your site through internal links. The pages you link to most prominently from your homepage and navigation get crawled first, and cited most.

How AI Crawlers Follow Links

AI crawlers start at your homepage (or sitemap) and follow internal links to discover content. Pages with more inbound internal links are discovered faster and perceived as more important.

Link Architecture Best Practices

Link your most important content pages from your main navigation and homepage. These get the most crawler attention.

Use descriptive anchor text that tells AI what the linked page covers. 'Read our JSON-LD guide' is better than 'click here'.

Create topic clusters: link related content to hub pages and from hub pages to detailed articles. This builds topical authority.

Common Internal Link Problems

Orphan pages with zero internal links, discoverable only via sitemap, if at all.

Excessive links on a single page dilute the value of each link. Keep navigation focused.

JavaScript-generated links that AI crawlers can't follow because they don't execute JavaScript.

Frequently Asked Questions

How many internal links should a page have?: No fixed number, but ensure every important page is reachable within 3 clicks from the homepage. Prioritize quality and relevance over quantity.
Do breadcrumbs help AI visibility?: Yes, breadcrumbs provide structured internal links with clear hierarchy. Add BreadcrumbList schema for extra AI signal.
Should I use nofollow on internal links?: No, nofollow on internal links tells crawlers not to follow them, reducing discoverability of the linked page.